Justin Bieber, who announced Saturday on Twitter he’s taking a break, is planning to hold a New Year's Eve party at his home in Beverly Hills on Wednesday night.

The 20-year-old pop star is keen to see 2015 in surrounded by his close friends, including Stephen Baldwin's 18-year-old daughter Hailey, at his new glass mansion in California.

The 20-year-old pop star treated the 18-year-old model to a friendly meal at the Mr. Chow restaurant in New York City on Boxing Day, after spending Christmas in Canada with his family.

A source told the HollywoodLife.com: "Justin wants to have a house party for the New Year and he definitely wants it to be with a bunch of friends, but he also wants to have Hailey there. They have decided that they want to spend New Year’s together, make it a little low key, but definitely spend it together."

The pair has sparked rumours they're dating after they've been spotted together on a number of occasions recently, but the 'Baby' hitmaker took his Instagram account two weeks ago to deny the rumours, insisting that he is just friends with her.

Alongside a photo of himself and Hailey -- who is the daughter of Stephen Baldwin -- he wrote: "People are crazy. I'm super single and this is my good friend u would know otherwise."

Meanwhile, it seems the troubled singer is hoping to win his ex-girlfriend Selena Gomez, whom he has been dating on/off since 2010, back by whisking her away on his new private jet.